1.Incentive and constraint factors and optimization strategies for artificial intelligence application in pharmacy based on TAM-TOE-DOI integrated framework
Jian YANG ; Zhichu LI ; Weili ZHAO ; Xiaoyi YU ; Ming XU
China Pharmacy 2026;37(11):1478-1484
OBJECTIVE Identify the incentive and constraint factors of artificial intelligence (AI) application in the pharmaceutical field, and promote the application of AI in the field of pharmacy. METHODS Based on the technology acceptance model (TAM), technology-organization-environment (TOE) framework, and diffusion of innovation theory (DOI), a TAM-TOE-DOI integrated framework was constructed through a four-stage research process of “theoretical review → dimension mapping → mechanism integration → proposition development”. Combining the analytical pathways of the above three theories in AI application in pharmacy with the integration mechanisms and core propositions of the TAM-TOE-DOI, literature review and deductive reasoning were employed to systematically identify the incentive and constraint factors of AI application in pharmacy from three levels:micro (TAM), meso (TOE), and macro (DOI), and to propose optimization strategies. RESULTS & CONCLUSIONS At the micro level, the efficiency transformation and quality improvement brought by AI technology were the main incentive factors for perceived usefulness, while technological complexity and algorithmic opacity were the main constraint factors for perceived ease of use. At the meso level, the completeness of technological infrastructure, the strength of top management support and innovation climate, as well as external institutional pressure and competitive driving forces were the core incentive factors, whereas scarcity of organizational resources and talent shortage were the main constraint factors. At the macro level, relative advantage and observability were typical incentive factors, while technological complexity was a typical constraint factor. China’s health administration, medical insurance authorities, and other relevant departments should coordinate efforts at the macro, meso, and micro levels to advance AI application in pharmacy: optimizing human-computer interaction and implementing tiered training programs at the micro level; reinforcing organizational support systems and capacity building at the meso level; dismantling data barriers and building social trust at the macro level. Differentiated implementation pathways should be developed for medical institutions at different tiers.
2.Analyzing the impact of individual and enterprise characteristics on occupational health literacy of key populations
Min YANG ; Huiqing CHEN ; Xinyang YU ; Junle WU ; Bing XIA ; Liping HUANG ; Xiaoyi LI
China Occupational Medicine 2025;52(3):257-263
Objective To analyze the factors influencing the occupational health literacy (OHL) level among workers in key industries from the perspectives of both individual workers and enterprises. Methods A total of 32 336 front-line workers from 12 key industries in the secondary industry in Guangdong Province were selected as the research subjects by a stratified cluster random sampling method. Their OHL level was investigated using Occupational Health Literacy Questionnaire of National Key Populations, and the influencing factors were analyzed. Results The OHL level of the research subjects was 48.5%. The OHL level of the research subjects in four dimensions from high to low was basic knowledge of occupational health protection, occupational health practice and behavior, legal knowledge of occupational health, and basic skills of occupational health protection (80.7%, 61.2%, 48.3% and 29.5%, respectively). The multivariable logistic regression analysis showed that the OHL level of female workers was lower than that of males (P<0.05). Lower OHL was also associated with older age, lower education level, lower personal monthly income of workers (all P<0.01). The workers with length of service < 3 years and ≥ 20 years had lower OHL level than those with length of service 3-<10 years and 10-<20 years, respectively (all P<0.05). Workers in larger enterprises had higher OHL levels (all P<0.01). The OHL level of workers in the sixth category of industries with occupational injuries had higher occupational injury risks than those in the third and fourth categories (all P<0.05). The OHL levels of workers in state-owned enterprises, private enterprises, foreign-funded enterprises, and other enterprises were higher than that of workers in public institutions (all P<0.05). Conclusion The influencing factors of workers′ OHL in key industries of the secondary industry include individual factors (gender, age, education level, personal monthly income, length of service) and enterprise factors (enterprise size, enterprise nature and industry injury risk category). Female, older workers, those with lower education or income, and those with short length of service represent priority groups for OHL interventions, while small and micro enterprises are priority units for future workplace health promotion intervention.
3.Analysis of clinical studys on acupuncture and moxibustion therapy for urticaria: an evidence map.
Meng LI ; Xiaoyi HU ; Zhen LUO ; Jie MA ; Tianyu MING ; Weijuan GANG ; Shihao DU ; Xianghong JING
Chinese Acupuncture & Moxibustion 2025;45(10):1519-1526
Through collecting the existing clinical evidences on acupuncture and moxibustion for urticaria, the distribution of evidence in this field was mapped. A systematic search of Chinese and English literature was conducted in CNKI, Wanfang, VIP, SinoMed, PubMed, EMbase, and Cochrane Library for treatment of urticaria with acupuncture and moxibustion, published up to December 31, 2023 since inception of each database. The research status in this field was summarized using an evidence mapping approach, and methodological quality was assessed. A total of 323 randomized controlled trials (RCTs) and 22 systematic reviews were included. The number of studies on acupuncture and moxibustion for urticaria has been increasing, with a significant rise in recent years. In most RCTs, the study scale was small, and the subjects focused on chronic spontaneous urticaria in adolescents and middle-aged adults, aged 14 to 60 years. Regarding the intervention measures, the single therapy of acupuncture and moxibustion was predominant such as acupoint injection, acupoint embedding thread, and filiform needling. In acupuncture with filiform needles, the commonly used acupoints were Quchi (LI11), Xuehai (SP10), Sanyinjiao (SP6), Zusanli (ST36) and Hegu (LI4). The main outcome measures referred to effectiveness rate, score of disease severity, recurrence rate, laboratory indexes, and score of quality of life; and the short-term effect was evaluated specifically. The overall methodological quality of the included studies was relatively low. It is suggested that the future research should focus on large-scale, multi-center, high-quality clinical trials, optimize the protocols for acupuncture and moxibustion intervention, standardize the outcomes, and draw the attention to the evaluation of long-term efficacy, so as to provide clinical evidences of high certainty for urticaria treated with acupuncture and moxibustion.
Humans
;
Moxibustion
;
Acupuncture Therapy
;
Urticaria/therapy*
;
Acupuncture Points
;
Randomized Controlled Trials as Topic
;
Adolescent
;
Adult
;
Young Adult
5.Mechanisms of ribosomopathy and phase separation-related ribosomopathy.
Zhiyuan PAN ; Guofen LIN ; Hao LIU ; Guozhi LI ; Xiaoyi ZHANG ; Jiewen DAI
Journal of Zhejiang University. Science. B 2025;26(6):503-526
Ribosome is an intracellular ribonucleoprotein particle that serves as the site of protein biosynthesis. Ribosomal dysfunction caused by mutations in genes encoding ribosomal proteins (RPs) and ribosome biogenesis factors (RBFs) can lead to a spectrum of diseases, collectively known as ribosomopathy. Phase separation is a thermodynamic process that produces multiple phases from a homogeneous mixture. The formation of membraneless organelles and intracellular structures, including ribosomes and nucleoli, cannot occur without the involvement of phase separation. Here, ribosome structure, biogenesis, and their relationship with ribosomopathy are systematically reviewed. The tissue specificity of ribosomopathy and the role of phase separation in ribosomopathy are particularly discussed, which may offer some clues for understanding the mechanisms of ribosomopathy. Then, some new ideas for the prevention, diagnosis, and treatment of ribosomopathy are provided.
Humans
;
Ribosomes/physiology*
;
Ribosomal Proteins/metabolism*
;
Mutation
;
Animals
;
Cell Nucleolus/metabolism*
;
Protein Biosynthesis
;
Phase Separation
6.AI-integrated IQPD framework of quality prediction and diagnostics in small-sample multi-unit pharmaceutical manufacturing: Advancing from experience-driven to data-driven manufacturing.
Kaiyi WANG ; Xinhai CHEN ; Nan LI ; Huimin FENG ; Xiaoyi LIU ; Yifei WANG ; Yanfei WU ; Yufeng GUO ; Shuoshuo XU ; Lu YAO ; Zhaohua ZHANG ; Jun JIA ; Zhishu TANG ; Zhisheng WU
Acta Pharmaceutica Sinica B 2025;15(8):4193-4209
The pharmaceutical industry faces challenges in quality digitization for complex multi-stage processes, especially in small-sample systems. Here, an intelligent quality prediction and diagnostic (IQPD) framework was developed and applied to Tong Ren Tang's Niuhuang Qingxin Pills, utilizing four years of data collected from four production units, covering the entire process from raw materials to finished products. In this framework, a novel path-enhanced double ensemble quality prediction model (PeDGAT) is proposed, which combines a graph attention network and path information to encode inter-unit long-range and sequential dependencies. Additionally, the double ensemble strategy enhances model stability in small samples. Compared to global traditional models, PeDGAT achieves state-of-the-art results, with an average improvement of 13.18% and 87.67% in prediction accuracy and stability on three indicators. Additionally, a more in-depth diagnostic model leveraging grey correlation analysis and expert knowledge reduces reliance on large samples, offering a panoramic view of attribute relationships across units and improving process transparency. Finally, the IQPD framework integrates into a Human-Cyber-Physical system, enabling faster decision-making and real-time quality adjustments for Tong Ren Tang's Niuhuang Qingxin Pills, a product with annual sales exceeding 100 million CNY. This facilitates the transition from experience-driven to data-driven manufacturing.
7.Fibroblast derived C3 promotes the progression of experimental periodontitis through macrophage M1 polarization and osteoclast differentiation.
Feilong REN ; Shize ZHENG ; Huanyu LUO ; Xiaoyi YU ; Xianjing LI ; Shaoyi SONG ; Wenhuan BU ; Hongchen SUN
International Journal of Oral Science 2025;17(1):30-30
Complement C3 plays a critical role in periodontitis. However, its source, role and underlying mechanisms remain unclear. In our study, by analyzing single-cell sequencing data from mouse model of periodontitis, we identified that C3 is primarily derived from periodontal fibroblasts. Subsequently, we demonstrated that C3a has a detrimental effect in ligature-induced periodontitis. C3ar-/- mice exhibited significantly less destruction of periodontal support tissues compared to wild-type mice, characterized by mild gingival tissue damage and reduced alveolar bone loss. This reduction was associated with decreased production of pro-inflammatory mediators and reduced osteoclast infiltration in the periodontal tissues. Mechanistic studies suggested that C3a could promote macrophage polarization and osteoclast differentiation. Finally, by analyzing single-cell sequencing data from the periodontal tissues of patients with periodontitis, we found that the results observed in mice were consistent with human data. Therefore, our findings clearly demonstrate the destructive role of fibroblast-derived C3 in ligature-induced periodontitis, driven by macrophage M1 polarization and osteoclast differentiation. These data strongly support the feasibility of C3a-targeted interventions for the treatment of human periodontitis.
Animals
;
Osteoclasts/cytology*
;
Periodontitis/metabolism*
;
Cell Differentiation
;
Mice
;
Fibroblasts/metabolism*
;
Macrophages
;
Disease Models, Animal
;
Complement C3/metabolism*
;
Humans
;
Disease Progression
;
Mice, Inbred C57BL
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Male
;
Mice, Knockout
8.Author Correction: Fibroblast derived C3 promotes the progression of experimental periodontitis through macrophage M1 polarization and osteoclast differentiation.
Feilong REN ; Shize ZHENG ; Huanyu LUO ; Xiaoyi YU ; Xianjing LI ; Shaoyi SONG ; Wenhuan BU ; Hongchen SUN
International Journal of Oral Science 2025;17(1):53-53
9.A novel loop-structure-based bispecific CAR that targets CD19 and CD22 with enhanced therapeutic efficacy against B-cell malignancies.
Lijun ZHAO ; Shuhong LI ; Xiaoyi WEI ; Xuexiu QI ; Qiaoru GUO ; Licai SHI ; Ji-Shuai ZHANG ; Jun LI ; Ze-Lin LIU ; Zhi GUO ; Hongyu ZHANG ; Jia FENG ; Yuanyuan SHI ; Suping ZHANG ; Yu J CAO
Protein & Cell 2025;16(3):227-231
10.Diagnostic analysis of an occupational heat illness case caused by part-time work
Ruiyan HUANG ; Bin LI ; Xijin SHE ; Xiaoyi LI ; Shijie HU
China Occupational Medicine 2025;52(2):212-215
This study analyzes the legal application of a dispute over employer identification in a case of occupational heat illness caused by part-time work to clarifying matters related to employer determination in occupational disease diagnosis using a case analysis method and factual reconstruction. The analysis is based on relevant civil laws and regulations, occupational disease diagnosis laws and regulations, and jurisprudential theories. The occupational disease diagnostic institution identified the part-time employer as responsible for the patient′s heat illness, which was both reasonable and lawful. This attribution safeguarded the rights of the worker, the primary employer, and the part-time entity. In occupational disease diagnosis, attention should be paid to de facto employment relationship, and the principle of "accountability lies with the actual employer at the time of the incident" should be followed to standardize employer identification. The health administrative department has supervisory responsibilities over occupational disease diagnoses. Workers′ compensation rights can be protected through the advance payment mechanism for work-related injury insurance. It is recommended to further improve internal procedures for occupational disease diagnosis, strengthen the dissemination of relevant laws and regulations and enhance the capabilities of occupational disease diagnosis physicians, to further protect workers' occupational health and their associated legal rights.

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